Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
For the characters we meet in Toni Jensen’s stories, the past is very much the present. Theirs are American Indian lives off the reservation, lives lived beyond the usual boundaries set for American Indian characters: migratory, often overlooked, yet carrying tradition with them into a future of difference and possibility. Drawing on American Indian oral traditions and her own Métis upbringing, Jensen tells stories that mix many lives and voices to offer fleeting perspectives on a world that reconfigures the tragedy and disconnection often found in narratives of American Indian life. A brother falls off the roof of an abandoned hotel, a young bride tries to connect with a family she’s never met, and an adopted teenage girl seeks acceptance where she is viewed as an outsider. The reader also encounters a kidnapped nephew, strangers in a hotel, and even a stray dog: these are the souls that populate Jensen’s stories, finding tentative connections with the past, the future, one another, and finally us.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it